Each call goes through an LLM-lite categorizer (NNUE mixed with Deeplearning) and the resulting body has something along the lines of a "politenessNeededForSense: boolean". If it is false, you can trust we remove all politeness before engaging with Claude 4. Saved roughly $13,000,000 this FY